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TESTING STRICT STATIONARITY WITH APPLICATIONS TO MACROECONOMIC TIME SERIES
Hong, Yongmiao; Wang, Xia; Wang, Shouyang
2017-11-01
发表期刊INTERNATIONAL ECONOMIC REVIEW
ISSN0020-6598
卷号58期号:4页码:1227-1277
摘要We propose a model-free test for strict stationarity. The idea is to estimate a nonparametric time-varying characteristic function and compare it with the empirical characteristic function based on the whole sample. We also propose several derivative tests to check time-invariant moments, weak stationarity, and pth order stationarity. Monte Carlo studies demonstrate excellent power of our tests. We apply our tests to various macroeconomic time series and find overwhelming evidence against strict and weak stationarity for both level and first-differenced series. This suggests that the conventional time series econometric modeling strategies may have room to be improved by accommodating these time-varying features.
DOI10.1111/iere.12250
语种英语
资助项目National Science Foundation of China[71401160] ; Ministry of Education of Humanities and Social Sciences China[14YJC790120] ; Fujian Provincial Key Laboratory of Statistics (Xiamen University)[2016003]
WOS研究方向Business & Economics
WOS类目Economics
WOS记录号WOS:000416331700006
出版者WILEY
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/29195
专题中国科学院数学与系统科学研究院
通讯作者Wang, Xia
作者单位1.Cornell Univ, Ithaca, NY 14853 USA
2.Xiamen Univ, Xiamen, Peoples R China
3.Sun Yat Sen Univ, Guangzhou, Guangdong, Peoples R China
4.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China
5.Univ Chinese Acad Sci, Beijing, Peoples R China
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Hong, Yongmiao,Wang, Xia,Wang, Shouyang. TESTING STRICT STATIONARITY WITH APPLICATIONS TO MACROECONOMIC TIME SERIES[J]. INTERNATIONAL ECONOMIC REVIEW,2017,58(4):1227-1277.
APA Hong, Yongmiao,Wang, Xia,&Wang, Shouyang.(2017).TESTING STRICT STATIONARITY WITH APPLICATIONS TO MACROECONOMIC TIME SERIES.INTERNATIONAL ECONOMIC REVIEW,58(4),1227-1277.
MLA Hong, Yongmiao,et al."TESTING STRICT STATIONARITY WITH APPLICATIONS TO MACROECONOMIC TIME SERIES".INTERNATIONAL ECONOMIC REVIEW 58.4(2017):1227-1277.
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